{"id":"W4406785575","doi":"10.3998/tia.5821","title":"Title Pending 5821","year":2025,"lang":"en","type":"article","venue":"To improve the academy","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto","keywords":"Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003432964,0.00003303048,0.00003976242,0.00002362616,0.0002315962,0.00002980683,0.0002902788,0.00004931951,0.003327378],"category_scores_gemma":[0.0002997147,0.00002136069,0.00001987641,0.0001645024,0.00006748933,0.00003411773,0.00007143815,0.0001359855,0.004904761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004616834,"about_ca_system_score_gemma":0.00004299529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001978988,"about_ca_topic_score_gemma":0.00001441931,"domain_scores_codex":[0.9995884,0.00004261041,0.00005211817,0.0000770567,0.00009313728,0.0001467102],"domain_scores_gemma":[0.9998071,0.00008021704,0.000009673796,0.00006569102,0.00001112173,0.00002616356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006780224,0.000005269079,0.000005717643,0.000003543315,0.00001072286,1.888661e-7,0.003536219,6.379391e-7,0.004540099,0.3370237,0.5888246,0.06604253],"study_design_scores_gemma":[0.00002032649,0.000004726446,0.00002124374,0.000004940683,0.000003937209,5.468859e-8,0.0002521646,0.0000237758,0.003874317,0.004771903,0.9909889,0.00003373139],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001264252,0.00006692436,0.0001194031,0.01977413,0.0002997238,0.0001526872,7.427557e-7,0.00004549266,0.9782767],"genre_scores_gemma":[0.6822602,0.00001050022,0.000062634,0.00424864,0.0002125232,0.000007921543,8.892971e-8,0.000003928133,0.3131936],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6809959,"threshold_uncertainty_score":0.9975837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03574495901933564,"score_gpt":0.3659961726148798,"score_spread":0.3302512135955441,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}